{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像对比度增强"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🚀 提升自选图像的对比度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import io\n",
    "\n",
    "#读取di.png原图\n",
    "img1 = io.imread(\"di.png\")\n",
    "#读取di.png灰度图\n",
    "img = cv.imread(\"di.png\",0)\n",
    "\n",
    "#给图形做极大极小值归一 min max normalization\n",
    "img_max = img.max() #获取img最大值\n",
    "img_min = img.min() #获取img最小值\n",
    "img_minmax_equalize_hist = (img - img_min)/(img_max - img_min) #得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img) #用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256]) #获得img的直方图(分256个区间)\n",
    "cdf = hist.cumsum() #获得hist对应的累积直方图\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min()) #把累积直方图进行极大极小值归一获得累积频率直方图\n",
    "img_equalize_hist_2 = cdf[img] #通过累积频率直方图对img进行全局直方图均衡\n",
    "#创建一个CLAHE算法对象,8*8的小窗,阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6.0, tileGridSize=(8,8))\n",
    "img_equalize_adapthist = CLAHE.apply(img) #使用CLAHE进行自适应直方图均衡\n",
    "\n",
    "fg,ax = plt.subplots(6,2,figsize=(5,10))\n",
    "#用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img1)\n",
    "ax[0, 1].set_title('original image')\n",
    "ax[0, 1].hist(img.ravel(),bins=256)\n",
    "\n",
    "ax[1, 0].imshow(img,cmap='gray',vmin=0,vmax=255)\n",
    "ax[1, 1].set_title('original low contrast image')\n",
    "ax[1, 1].hist(img.ravel(), bins=256,range=[0,255])\n",
    "\n",
    "#最小最大值归一\n",
    "ax[2, 0].imshow(img_minmax_equalize_hist,cmap='gray',vmin=0,vmax=1)\n",
    "ax[2, 1].set_title('min-max normalized image')\n",
    "ax[2, 1].hist(img_minmax_equalize_hist.ravel(),bins=256,range=[0,  1])\n",
    "\n",
    "#全局直方图均衡\n",
    "ax[3, 0].imshow(img_equalize_hist_1,cmap='gray')\n",
    "ax[3, 1].set_title('global equalization: OpenCV')\n",
    "ax[3, 1].hist(img_equalize_hist_1.ravel(),bins=256)\n",
    "\n",
    "ax[4, 0].imshow(img_equalize_hist_2,cmap='gray')\n",
    "ax[4, 1].set_title('global equalization: Numpy')\n",
    "ax[4, 1].hist(img_equalize_hist_2.ravel(),bins=256)\n",
    "\n",
    "#自适应直方图均衡\n",
    "ax[5, 0].imshow(img_equalize_adapthist,cmap='gray')\n",
    "ax[5, 1].set_title('CLAHE: 8*8,2')\n",
    "ax[5, 1].hist(img_equalize_adapthist.ravel(),bins=256)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 🚀 增强视网膜图像对比度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#读取pupil.tiff灰度图\n",
    "img = cv.imread(\"pupil.tiff\",0)\n",
    "\n",
    "#给图形做极大极小值归一 min max normalization\n",
    "img_max = img.max() #获取img最大值\n",
    "img_min = img.min() #获取img最小值\n",
    "img_minmax_equalize_hist = (img - img_min)/(img_max - img_min) #得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img) #用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256]) #获得img的直方图(分256个区间)\n",
    "cdf = hist.cumsum() #获得hist对应的累积直方图\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min()) #把累积直方图进行极大极小值归一获得累积频率直方图\n",
    "img_equalize_hist_2 = cdf[img] #通过累积频率直方图对img进行全局直方图均衡\n",
    "#创建一个CLAHE算法对象,8*8的小窗,阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6.0, tileGridSize=(8,8))\n",
    "img_equalize_adapthist = CLAHE.apply(img) #使用CLAHE进行自适应直方图均衡\n",
    "\n",
    "fg,ax = plt.subplots(5,2,figsize=(5,10))\n",
    "#用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img,cmap='gray',vmin=0,vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256,range=[0,255])\n",
    "\n",
    "#最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist,cmap='gray',vmin=0,vmax=1)\n",
    "ax[1, 1].set_title('min-max normalized image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(),bins=256,range=[0,  1])\n",
    "\n",
    "#全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1,cmap='gray')\n",
    "ax[2, 1].set_title('global equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(),bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2,cmap='gray')\n",
    "ax[3, 1].set_title('global equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(),bins=256)\n",
    "\n",
    "#自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist,cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8,2')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(),bins=256)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
